{"id":"W1597309864","doi":"","title":"Routine pathological evaluation of tissue from inguinal hernias in children is unnecessary.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Hernia repair and management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Medicine; Inguinal hernia; Pathological; Hernia; General surgery; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007937193,0.0002684903,0.0002281475,0.001162108,0.0003185148,0.000543304,0.000506528,0.0003903896,0.005891303],"category_scores_gemma":[0.005366202,0.0001886742,0.0002232064,0.0008097184,0.0006015408,0.0005092521,0.0004196783,0.0003891223,0.0008853834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006022626,"about_ca_system_score_gemma":0.0008028765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003888874,"about_ca_topic_score_gemma":0.008474398,"domain_scores_codex":[0.9991637,0.0002234127,0.0001148259,0.00005555436,0.0003297166,0.0001128389],"domain_scores_gemma":[0.9948138,0.001499293,0.00233262,0.0002272899,0.0005538865,0.0005731567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002345788,0.00003577822,0.9062175,0.0005177147,0.00003781086,0.008749709,0.0001562398,0.0001269941,0.002978613,0.0002372394,0.008298947,0.07240891],"study_design_scores_gemma":[0.00001821131,0.0001896879,0.8976824,0.0005156696,0.00006158087,0.08671984,0.0007904556,0.0003951874,0.001736578,0.0002719832,0.01160359,0.00001459229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658778,0.01178008,0.001666502,0.00438397,0.0003225613,0.0000932792,0.001939972,0.00016503,0.01377094],"genre_scores_gemma":[0.9883599,0.005510546,0.002823339,0.000873928,0.0003781915,0.00002453249,0.0008298828,0.00002808365,0.001171672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005891303,"threshold_uncertainty_score":0.01970834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272529594203857,"score_gpt":0.28817536059246,"score_spread":0.2454500646504215,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}